{"id":"W2911426771","doi":"10.1186/s13063-019-3199-5","title":"Diabetic macular oedema and diode subthreshold micropulse laser (DIAMONDS): study protocol for a randomised controlled trial","year":2019,"lang":"en","type":"article","venue":"Trials","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Technology Assessment Programme; Sheffield Teaching Hospitals NHS Foundation Trust; Zagazig University; Queen's University; Newcastle upon Tyne Hospitals NHS Foundation Trust; National Institute for Health Research Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology; James Cook University; Moorfields Eye Hospital NHS Foundation Trust; University of Oxford; University of Warwick; Central Manchester University Hospitals NHS Foundation Trust; Department of Health and Social Care; National Institute for Health and Care Research; Oxford University Hospitals NHS Foundation Trust; Newcastle University; University Hospitals Bristol NHS Foundation Trust","keywords":"Medicine; Visual acuity; Diabetic retinopathy; Ophthalmology; Quality of life (healthcare); Optometry; Clinical trial; Laser treatment; Visual field; Diabetes mellitus; Laser; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03512781,0.009248755,0.01681497,0.00287412,0.003321276,0.00580919,0.004191421,0.008708795,0.1047951],"category_scores_gemma":[0.03947066,0.003658388,0.007258567,0.005020954,0.004127701,0.004575467,0.002111417,0.009297421,0.01577502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00669516,"about_ca_system_score_gemma":0.0159241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002810808,"about_ca_topic_score_gemma":0.005792174,"domain_scores_codex":[0.9718457,0.0169862,0.003137813,0.002907458,0.002453931,0.002668961],"domain_scores_gemma":[0.9846559,0.004782149,0.003723109,0.001863914,0.003061244,0.00191372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8309399,0.005704847,0.0007592356,0.0853795,0.005127695,0.0004789349,0.0005661718,0.002166753,0.00211867,0.008065028,0.03161149,0.02708163],"study_design_scores_gemma":[0.9413146,0.009920488,0.001163134,0.007847718,0.001776963,0.00009766321,0.000117653,0.00183331,0.0004682503,0.00350935,0.03183312,0.0001177813],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001147456,0.000771158,0.001341279,0.0002306491,0.0005535279,0.9934097,0.001594721,0.0001123572,0.0008392187],"genre_scores_gemma":[0.001411801,0.0002423313,0.001303748,0.0001536069,0.00005698829,0.996304,0.0001754223,0.000007547867,0.0003446002],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1047951,"threshold_uncertainty_score":0.3505744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195008488461238,"score_gpt":0.4107855627855105,"score_spread":0.3388354779008982,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}